Pith Number

pith:CK6OGTRC

pith:2021:CK6OGTRCT47SMYCMQKFEF57YEE

not attested not anchored not stored refs pending

Sequential Aggregation and Rematerialization: Distributed Full-batch Training of Graph Neural Networks on Large Graphs

Hesham Mostafa

arxiv:2111.06483 v3 · 2021-11-11 · cs.LG · cs.AI

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{CK6OGTRCT47SMYCMQKFEF57YEE}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

Record completeness

1 Bitcoin timestamp

2 Internet Archive

3 Author claim open · sign in to claim

4 Citations open

5 Replications open

✓ Portable graph bundle live · download bundle · merged state

The bundle contains the canonical record plus signed events. A mirror can host it anywhere and recompute the same current state with the deterministic merge algorithm.

Cited by

1 paper in Pith

HydroGAT: Distributed Heterogeneous Graph Attention Transformer for Spatiotemporal Flood Prediction

Receipt and verification

First computed	2026-07-05T04:14:59.962526Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

12bce34e229f3f26604c828a42f7f82111252820526de48b03801e285db34cbc

Aliases

arxiv: 2111.06483 · arxiv_version: 2111.06483v3 · doi: 10.48550/arxiv.2111.06483 · pith_short_12: CK6OGTRCT47S · pith_short_16: CK6OGTRCT47SMYCM · pith_short_8: CK6OGTRC

Agent API

Resolver JSON Graph JSON Events JSON Schema Signing key

Verify this Pith Number yourself

curl -sH 'Accept: application/ld+json' https://pith.science/pith/CK6OGTRCT47SMYCMQKFEF57YEE \
  | jq -c '.canonical_record' \
  | python3 -c "import sys,json,hashlib; b=json.dumps(json.loads(sys.stdin.read()), sort_keys=True, separators=(',',':'), ensure_ascii=False).encode(); print(hashlib.sha256(b).hexdigest())"
# expect: 12bce34e229f3f26604c828a42f7f82111252820526de48b03801e285db34cbc

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "079b3cf0359494db6088a4457a283ab9c036d305eded6d49411814728edc7b4e",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-11-11T22:27:59Z",
    "title_canon_sha256": "2bd5c87a7f029bc66ea5b319b71a2fb7ca094e63bd805616328943f1b7db0869"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2111.06483",
    "kind": "arxiv",
    "version": 3
  }
}